# Synthetic song detection on MoM Source: [Synthetic song detection on MoM]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:26:21.578Z Evaluation of model performance for synthetic song detection using the MoM dataset, reporting F1 Score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Synthetic song detection | | Dataset (including any stated split) | MoM | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Sofia-VAG | 98.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 98.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 96.7 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 94.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G2 | 93.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | CLAM | 92.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 88.6 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-α | 86.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-β | 82.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-γ | 80.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 78.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | RawNet2 | 63.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-A1 | 55.6 | Not recorded | 6a30d8e4d33dfb23e783d02e | ### Sofia-VAG F1 Score: 98.5. Result ID: 6a3124b8fbc373592c2e34ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"MoE"}. This record does not assert independent reproduction. ### Sofia-G1 F1 Score: 98.4. Result ID: 6a3124b8fbc373592c2e34a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ"}. This record does not assert independent reproduction. ### Sofia-G1 F1 Score: 96.7. Result ID: 6a3124b8fbc373592c2e34a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MERT"}. This record does not assert independent reproduction. ### Sofia-VAG F1 Score: 94.5. Result ID: 6a3124b8fbc373592c2e34ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"concat"}. This record does not assert independent reproduction. ### Sofia-G2 F1 Score: 93.2. Result ID: 6a3124b8fbc373592c2e34ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ+MERT"}. This record does not assert independent reproduction. ### CLAM F1 Score: 92.5. Result ID: 6a3124b8fbc373592c2e34a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-V1 F1 Score: 88.6. Result ID: 6a3124b8fbc373592c2e34a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"Wav2Vec2"}. This record does not assert independent reproduction. ### SpecTTTra-α F1 Score: 86.9. Result ID: 6a3124b8fbc373592c2e34a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-β F1 Score: 82.1. Result ID: 6a3124b8fbc373592c2e34a3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-γ F1 Score: 80.4. Result ID: 6a3124b8fbc373592c2e34a2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-V1 F1 Score: 78.4. Result ID: 6a3124b8fbc373592c2e34aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"RawNet2"}. This record does not assert independent reproduction. ### RawNet2 F1 Score: 63.5. Result ID: 6a3124b8fbc373592c2e34a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-A1 F1 Score: 55.6. Result ID: 6a3124b8fbc373592c2e34a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"FxPP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.